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The Neural Dynamics of Visual Processing in Monkey Extrastriate Cortex: A Comparison between Univariate and Multivariate Techniques

机译:猴子外泌皮层视觉处理的神经动力学:单变量和多变量技术的比较

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Understanding the brain mechanisms underlying invariant visual recognition has remained a central tenet of cognitive neuroscience. Much of our current understanding of this process is based on knowledge gained from visual areas studied individually. Previous electrophysiology studies have emphasized the role of the ventral stream of the visual cortex in shape processing and, in particular, of higher level visual areas in encoding abstract category information. Surprisingly, relatively little is known about the precise dynamics of visual processing along the ventral stream of the visual cortex. Here we recorded intracranial field potentials (IFPs) from multiple intermediate areas of the ventral stream of the visual cortex in two behaving monkeys engaged in a rapid face categorization task. Using multivariate pattern analysis (MVPA) techniques, we quantified at millisecond precision the face category information conveyed by IFPs in areas of the ventral stream. We further investigate the relationship between the selectivity and latency of individual electrodes as estimated with classical univariate vs. multivariate techniques and conclude on the similarity and differences between the two approaches.
机译:理解恒定视觉识别基础的脑机制一直是认知神经科学的中心宗旨。我们目前对这个过程的大部分理解是基于从单独研究的视觉领域获得的知识。先前的电生理学研究已经强调了视觉皮层腹侧流在形状处理中的作用,尤其是在更高级别的视觉区域对抽象类别信息进行编码中的作用。令人惊讶的是,关于沿视觉皮层腹侧流的视觉处理的精确动力学了解得很少。在这里,我们记录了在两只行为迅速的面部归类任务中表现良好的猴子中,视觉皮层腹侧流的多个中间区域的颅内场电位(IFP)。使用多元模式分析(MVPA)技术,我们以毫秒精度对由IFP在腹股沟流区域传达的面部类别信息进行了量化。我们进一步研究了用经典单变量与多变量技术估计的单个电极的选择性和潜伏时间之间的关系,并得出了两种方法之间的相似性和差异性的结论。

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